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Quantifying the Error Associated with Alternative GIS-based Techniques to Measure Access to Health Care Services

机译:量化与基于GIS的替代技术相关的误差以衡量对医疗保健服务的访问

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摘要

The aim of this study was to quantify the error associated with different accessibility methods commonly used by public health researchers. Network distances were calculated from each household to the nearest GP our study area in the UK. Household level network distances were assigned as the gold standard and compared to alternate widely used accessibility methods. Four spatial aggregation units, two centroid types and two distance calculation methods represent commonly used accessibility calculation methods. Spearman's rank coefficients were calculated to show the extent which distance measurements were correlated with the gold standard. We assessed the proportion of households that were incorrectly assigned to GP for each method. The distance method, level of spatial aggregation and centroid type were compared between urban and rural regions. Urban distances were less varied from the gold standard, with smaller errors, compared to rural regions. For urban regions, Euclidean distances are significantly related to network distances. Network distances assigned a larger proportion of households to the correct GP compared to Euclidean distances, for both urban and rural morphologies. Our results, stratified by urban and rural populations, explain why contradicting results have been reported in the literature. The results we present are intended to be used aide-memoire by public health researchers using geographical aggregated data in accessibility research.
机译:这项研究的目的是量化与公共卫生研究人员通常使用的不同辅助功能方法相关的错误。计算每个家庭到英国我们研究区域最近的GP的网络距离。家庭级网络距离被指定为黄金标准,并与其他广泛使用的辅助功能方法进行了比较。四个空间聚合单元,两种质心类型和两种距离计算方法代表了常用的可访问性计算方法。计算Spearman等级系数,以显示距离测量值与金标准的相关程度。我们评估了每种方法错误分配给GP的家庭比例。比较了城乡之间的距离法,空间聚集水平和质心类型。与农村地区相比,城市距离与黄金标准的差异较小,误差较小。对于城市区域,欧几里得距离与网络距离显着相关。在城市和乡村形态上,与欧几里得距离相比,网络距离将更多的家庭分配给正确的GP。我们的结果按城乡人口分层,解释了为什么文献中报道了矛盾的结果。我们提供的结果旨在供公共卫生研究人员在可访问性研究中使用地理汇总数据使用。

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